机器学习预测鞋类在糖醇污染的表面上的耐滑性:试点研究
Kaylie Lau1, Takeshi Yamaguchi2, Kei Shibata3
1Toronto Rehabilitation Institute, University Health Network, Toronto, Canada; University of Toronto, Institute of Biomaterials and Biomedical Engineering, Toronto, Canada.
Applied ergonomics
|February 18, 2024
概括
一个人工智能模型被开发出来,使用外底图像和摩擦数据来对鞋子的抗滑性能进行分类. 支持矢量分类器实现了适度的准确性,为更安全的鞋类设计提供了第一步.
科学领域:
- 材料科学 材料科学 材料科学
- 人工智能的人工智能
- 职业安全 在职业安全.
背景情况:
- 油污泄漏的滑动表面会造成工作场所的重大危险,导致伤害.
- 防滑鞋对于减轻工业和其他环境中的风险至关重要.
- 目前用于评估抗滑性能的方法可能无法充分利用材料和几何数据.
研究的目的:
- 开发一个人工智能 (AI) 模型来分类鞋类的防滑性能.
- 为了将外sole的几何特征和材料参数与抗滑性相关联.
- 为鞋类制造商创建一个工具,以提高产品安全性和减少跌倒事件.
主要方法:
- 收集了37个室内工作鞋外底的数据集.
- 外底图像被用来提取几何和材料参数.
- 一个车式摩擦测量装置在受污染的表面上确定了静态和动态摩擦系数 (COF).
- 机器学习,特别是支持矢量分类器 (SVC),用于分类.
主要成果:
- 该SVC模型的准确度为0.68±0.15,F1得分为0.68±0.20.
- 人工智能模型在识别高低防滑外底方面表现出适度但有效的能力.
- 结果表明,外底特征与防滑性能之间存在潜在的联系.
结论:
- 开发的AI模型代表了预测鞋子抗滑的基本步骤.
- 进一步完善该模型可以显著帮助鞋类制造商提高安全性.
- 这种方法为客观评估防滑性能提供了一种新方法.
相关概念视频
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